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The post reframes agentic AI adoption as a governance and reliability challenge inherited from the BPA era, not a greenfield problem — meaning teams without that institutional memory risk repeating costly mistakes at greater scale.
The launch highlights the gap between identifying agentic use cases and actually shipping production-ready, high-ROI agents — the problem the CrewAI + Snowflake integration is described as addressing.